Interacting spiral wave patterns underlie complex brain dynamics and are related to cognitive processing

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  • Muller, L., Chavane, F., Reynolds, J. & Sejnowski, T. J. Cortical travelling waves: mechanisms and computational principles. Nat. Rev. Neurosci. 19, 255–268 (2018).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Townsend, R. G. & Gong, P. Detection and analysis of spatiotemporal patterns in brain activity. PLoS Comput. Biol. 14, e1006643 (2018).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Harris, K. D. & Shepherd, G. M. G. The neocortical circuit: themes and variations. Nat. Neurosci. 18, 170–181 (2015).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Luo, L. Architectures of neuronal circuits. Science 373, eabg7285 (2021).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Wang, X.-J. Macroscopic gradients of synaptic excitation and inhibition in the neocortex. Nat. Rev. Neurosci. 21, 169–178 (2020).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Raichle, M. E. et al. A default mode of brain function. Proc. Natl Acad. Sci. USA 98, 676–682 (2001).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Fox, M. D. et al. The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc. Natl Acad. Sci. USA 102, 9673–9678 (2005).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Petersen, S. E. & Sporns, O. Brain networks and cognitive architectures. Neuron 88, 207–219 (2015).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Margulies, D. S. et al. Situating the default-mode network along a principal gradient of macroscale cortical organization. Proc. Natl Acad. Sci. USA 113, 12574–12579 (2016).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Sadaghiani, S. & Kleinschmidt, A. Functional interactions between intrinsic brain activity and behavior. NeuroImage 80, 379–386 (2013).

    Article 
    PubMed 

    Google Scholar
     

  • Schölvinck, M. L., Maier, A., Ye, F. Q., Duyn, J. H. & Leopold, D. A. Neural basis of global resting-state fMRI activity. Proc. Natl Acad. Sci. USA 107, 10238–10243 (2010).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Smallwood, J. et al. The default mode network in cognition: a topographical perspective. Nat. Rev. Neurosci. 22, 503–513 (2021).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Vidaurre, D., Smith, S. M. & Woolrich, M. W. Brain network dynamics are hierarchically organized in time. Proc. Natl Acad. Sci. USA 114, 12827–12832 (2017).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Hutchison, R. M. et al. Dynamic functional connectivity: promise, issues, and interpretations. NeuroImage 80, 360–378 (2013).

    Article 
    PubMed 

    Google Scholar
     

  • Allen, E. A. et al. Tracking whole-brain connectivity dynamics in the resting state. Cereb. Cortex 24, 663–676 (2014).

    Article 
    PubMed 

    Google Scholar
     

  • Zalesky, A., Fornito, A., Cocchi, L., Gollo, L. L. & Breakspear, M. Time-resolved resting-state brain networks. Proc. Natl Acad. Sci. USA 111, 10341–10346 (2014).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Caruso, V. C. et al. Single neurons may encode simultaneous stimuli by switching between activity patterns. Nat. Commun. 9, 2715 (2018).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Lundqvist, M. et al. Gamma and beta bursts underlie working memory. Neuron 90, 152–164 (2016).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Henderson, J. A., Aquino, K. M. & Robinson, P. A. Empirical estimation of the eigenmodes of macroscale cortical dynamics: Reconciling neural field eigenmodes and resting-state networks. NeuroImage: Reports 2, 100103 (2022).

    Article 

    Google Scholar
     

  • Roberts, J. A. et al. Metastable brain waves. Nat. Commun. 10, 1056 (2019).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Cabral, J., Kringelbach, M. L. & Deco, G. Functional connectivity dynamically evolves on multiple time-scales over a static structural connectome: models and mechanisms. NeuroImage 160, 84–96 (2017).

    Article 
    PubMed 

    Google Scholar
     

  • Townsend, R. G. et al. Emergence of complex wave patterns in primate cerebral cortex. J. Neurosci. 35, 4657–4662 (2015).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Nunez, P. L. Neocortical Dynamics and Human EEG Rhythms (Oxford Univ. Press, 1995).

  • Jirsa, V. K. & Haken, H. Field theory of electromagnetic brain activity. Phys. Rev. Lett. 77, 960 (1996).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Robinson, P. A., Rennie, C. J. & Wright, J. J. Propagation and stability of waves of electrical activity in the cerebral cortex. Phys. Rev. E 56, 826 (1997).

    Article 
    CAS 

    Google Scholar
     

  • Majeed, W. et al. Spatiotemporal dynamics of low frequency BOLD fluctuations in rats and humans. NeuroImage 54, 1140–1150 (2011).

    Article 
    PubMed 

    Google Scholar
     

  • Mitra, A., Snyder, A. Z., Blazey, T. & Raichle, M. E. Lag threads organize the brain’s intrinsic activity. Proc. Natl Acad. Sci. USA 112, E2235–E2244 (2015).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Matsui, T., Murakami, T. & Ohki, K. Transient neuronal coactivations embedded in globally propagating waves underlie resting-state functional connectivity. Proc. Natl Acad. Sci. USA 113, 6556–6561 (2016).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Casorso, J. et al. Dynamic mode decomposition of resting-state and task fMRI. NeuroImage 194, 42–54 (2019).

    Article 
    PubMed 

    Google Scholar
     

  • Hindriks, R., Mantini, R., Gravel, N. & Deco, G. Latency analysis of resting-state BOLD-fMRI reveals traveling waves in visual cortex linking task-positive and task-negative networks. NeuroImage 200, 259–274 (2019).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Gu, Y. et al. Brain activity fluctuations propagate as waves traversing the cortical hierarchy. Cereb. Cortex 31, 3986–4005 (2021).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Yousefi, B. & Keilholz, S. Propagating patterns of intrinsic activity along macroscale gradients coordinate functional connections across the whole brain. NeuroImage 231, 117827 (2021).

    Article 
    PubMed 

    Google Scholar
     

  • Bolt, T. et al. A parsimonious description of global functional brain organization in three spatiotemporal patterns. Nat. Neurosci. 25, 1093–1103 (2022).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Pines, A. et al. Development of top-down propagation in youth. Neuron 111, 1316–1330 (2023).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Friston, K. J., Kahan, J., Razi, A., Stephan, K. E. & Sporns, O. On nodes and modes in resting state fMRI. NeuroImage 99, 533–547 (2014).

    Article 
    PubMed 

    Google Scholar
     

  • Atasoy, S., Donnelly, I. & Pearson, J. Human brain networks function in connectome-specific harmonic waves. Nat. Commun. 7, 10340 (2016).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Vohryzek, J., Deco, G., Cessac, B., Kringelbach, M. L. & Cabral, J. Ghost attractors in spontaneous brain activity: recurrent excursions into functionally-relevant fMRI phase-locking states. Front. Syst. Neurosci. 14, 20 (2020).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Cabral, J. et al. Metastable oscillatory modes emerge from synchronization in the brain spacetime connectome. Commun. Phys. 5, 184 (2022).

    Article 

    Google Scholar
     

  • Robinson, P. A. et al. Eigenmodes of brain activity: neural field theory predictions and comparison with experiment. NeuroImage 142, 79–98 (2016).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Sanchez, T., Chen, D. T. N., DeCamp, S. J., Heymann, M. & Dogic, Z. Spontaneous motion in hierarchically assembled active matter. Nature 491, 431–434 (2012).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Muševič, I., Škarabot, M., Tkalec, U., Ravnik, M. & Žumer, S. Two-dimensional nematic colloidal crystals self-assembled by topological defects. Science 313, 954–958 (2006).

    Article 
    PubMed 

    Google Scholar
     

  • Eyink, G. L. & Sreenivasan, K. R. Onsager and the theory of hydrodynamic turbulence. Rev. Mod. Phys. 78, 87–135 (2006).

    Article 

    Google Scholar
     

  • Bewley, G. P., Lathrop, D. P. & Sreenivasan, K. R. Visualization of quantized vortices. Nature 441, 588 (2006).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Nishiguchi, D., Aranson, I. S., Snezhko, A. & Sokolov, A. Engineering bacterial vortex lattice via direct laser lithography. Nat. Commun. 9, 4486 (2018).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Christoph, J. et al. Electromechanical vortex filaments during cardiac fibrillation. Nature 555, 667–672 (2018).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Tan, T. H. et al. Topological turbulence in the membrane of a living cell. Nat. Phys. 16, 657–662 (2020).

    Article 
    CAS 

    Google Scholar
     

  • Barch, D. M. et al. Function in the human connectome: task-fMRI and individual differences in behavior. NeuroImage 80, 169–189 (2013).

    Article 
    PubMed 

    Google Scholar
     

  • Friston, K. J. et al. Statistical parametric maps in functional imaging: a general linear approach. Hum. Brain Mapp. 2, 189–210 (1995).

    Article 

    Google Scholar
     

  • Muller, L. et al. Rotating waves during human sleep spindles organize global patterns of activity that repeat precisely through the night. eLife 5, e17267 (2016).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Huang, X. et al. Spiral wave dynamics in neocortex. Neuron 68, 978–990 (2010).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Glasser, M. F. et al. The minimal preprocessing pipelines for the Human Connectome Project. NeuroImage 80, 105–124 (2013).

    Article 
    PubMed 

    Google Scholar
     

  • Glasser, M. F. et al. A multi-modal parcellation of human cerebral cortex. Nature 536, 171–178 (2016).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Raut, R. V. et al. Global waves synchronize the brain’s functional systems with fluctuating arousal. Sci. Adv. 7, eabf2709 (2021).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Santos, E. et al. Radial, spiral and reverberating waves of spreading depolarization occur in the gyrencephalic brain. NeuroImage 99, 244–255 (2014).

    Article 
    PubMed 

    Google Scholar
     

  • Chong, K. L. et al. Vortices as Brownian particles in turbulent flows. Sci. Adv. 6, eaaz1110 (2020).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Metzler, R. & Klafter, J. The random walk’s guide to anomalous diffusion: a fractional dynamics approach. Phys. Rep. 339, 1–77 (2000).

    Article 
    CAS 

    Google Scholar
     

  • Cardesa, J. I., Vela-Martín, A. & Jiménez, J. The turbulent cascade in five dimensions. Science 357, 782–784 (2017).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Hussain, A. K. M. F. Coherent structures and turbulence. J. Fluid Mech. 173, 303 (2006).

    Article 

    Google Scholar
     

  • Ito, T. et al. Cognitive task information is transferred between brain regions via resting-state network topology. Nat. Commun. 8, 1027 (2017).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Zanto, T. P. & Gazzaley, A. Fronto-parietal network: flexible hub of cognitive control. Trends Cogn. Sci. 17, 602–603 (2013).

    Article 
    PubMed 

    Google Scholar
     

  • Cole, M. W. et al. Multi-task connectivity reveals flexible hubs for adaptive task control. Nat. Neurosci. 16, 1348–1355 (2013).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Dastjerdi, M. et al. Differential electrophysiological response during rest, self-referential, and non–self-referential tasks in human posteromedial cortex. Proc. Natl Acad. Sci. USA 108, 3023–3028 (2011).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Braga, R. M., DiNicola, L. M., Becker, H. C. & Buckner, R. L. Situating the left-lateralized language network in the broader organization of multiple specialized large-scale distributed networks. J. Neurophysiol. 124, 1415–1448 (2020).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Pal, V., Tradonsky, C., Chriki, R., Friesem, A. A. & Davidson, N. Observing dissipative topological defects with coupled lasers. Phys. Rev. Lett. 119, 013902 (2017).

    Article 
    PubMed 

    Google Scholar
     

  • Kuramoto, Y. Chemical Oscillations, Waves, and Turbulence (Springer, 1984).

  • Chang, C. H. C., Nastase, S. A. & Hasson, U. Information flow across the cortical timescale hierarchy during narrative construction. Proc. Natl Acad. Sci. USA 119, e2209307119 (2022).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Power, J. D., Schlaggar, B. L., Lessov-Schlaggar, C. N. & Petersen, S. E. Evidence for hubs in human functional brain networks. Neuron 79, 798–813 (2013).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Liu, Y., Long, X., Martin, P. R., Solomon, S. G. & Gong, P. Levy walk dynamics explain gamma burst patterns in primate cerebral cortex. Commun. Biol. 4, 739 (2021).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Deco, G. & Kringelbach, M. L. Turbulent-like dynamics in the human brain. Cell Rep. 33, 108471 (2020).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Coullet, P., Gil, L. & Lega, J. Defect-mediated turbulence. Phys. Rev. Lett. 62, 1619–1622 (1989).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Townsend, R. G., Solomon, S. S., Martin, P. R., Solomon, S. G. & Gong, P. Visual motion discrimination by propagating patterns in primate cerebral cortex. J. Neurosci. 37, 10074–10084 (2017).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Zanos, T. P., Mineault, P. J., Nasiotis, K. T., Guitton, D. & Pack, C. C. A sensorimotor role for traveling waves in primate visual cortex. Neuron 85, 615–627 (2015).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Davis, Z. W., Muller, L., Martinez-Trujillo, J., Sejnowski, T. & Reynolds, J. H. Spontaneous travelling cortical waves gate perception in behaving primates. Nature 587, 432–436 (2020).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Zhang, H., Watrous, A. J., Patel, A. & Jacobs, J. Theta and alpha oscillations are traveling waves in the human neocortex. Neuron 98, 1269–1281 (2018).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Prechtl, J. C., Cohen, L. B., Pesaran, B., Mitra, P. P. & Kleinfeld, D. Visual stimuli induce waves of electrical activity in turtle cortex. Proc. Natl Acad. Sci. USA 94, 7621–7626 (1997).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Bhattacharya, S., Brincat, S. L., Lundqvist, M. & Miller, E. K. Traveling waves in the prefrontal cortex during working memory. PLoS Comput Biol. 18, e1009827 (2022).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Alert, R., Casademunt, J. & Joanny, J. F. Active turbulence. Annu. Rev. Condens. Matter Phys. 13, 143–170 (2022).

    Article 

    Google Scholar
     

  • Großmann, R., Romanczuk, P., Bär, M. & Schimansky-Geier, L. Vortex arrays and mesoscale turbulence of self-propelled particles. Phys. Rev. Lett. 113, 258104 (2014).

    Article 
    PubMed 

    Google Scholar
     

  • Qi, Y. & Gong, P. Dynamic patterns in a two-dimensional neural field with refractoriness. Phys. Rev. E 92, 022702 (2015).

    Article 

    Google Scholar
     

  • Logothetis, N. K., Pauls, J., Augath, M., Trinath, T. & Oeltermann, A. Neurophysiological investigation of the basis of the fMRI signal. Nature 412, 150–157 (2001).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Pan, W. J., Thompson, G. J., Magnuson, M. E., Jaeger, D. & Keilholz, S. Infraslow LFP correlates to resting-state fMRI BOLD signals. NeuroImage 74, 288–297 (2013).

    Article 
    PubMed 

    Google Scholar
     

  • Thompson, G. J., Pan, W. J., Magnuson, M. E., Jaeger, D. & Keilholz, S. D. Quasi-periodic patterns (QPP): large-scale dynamics in resting state fMRI that correlate with local infraslow electrical activity. NeuroImage 84, 1018–1031 (2014).

    Article 
    PubMed 

    Google Scholar
     

  • Vanhatalo, S. et al. Infraslow oscillations modulate excitability and interictal epileptic activity in the human cortex during sleep. Proc. Natl Acad. Sci. USA 101, 5053–5057 (2004).

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Liu, Z., Fukunaga, M., de Zwart, J. A. & Duyn, J. H. Large-scale spontaneous fluctuations and correlations in brain electrical activity observed with magnetoencephalography. NeuroImage 51, 102–111 (2010).

    Article 
    PubMed 

    Google Scholar
     

  • Orlowska-Feuer, P. et al. Infra-slow modulation of fast beta/gamma oscillations in the mouse visual system. J. Physiol. 599, 1631–1650 (2021).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Chen, G. & Gong, P. Computing by modulating spontaneous cortical activity patterns as a mechanism of active visual processing. Nat. Commun. 10, 4915 (2019).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Gong, P. & van Leeuwen, C. Distributed dynamical computation in neural circuits with propagating coherent activity patterns. PLoS Comput. Biol. 5, e1000611 (2009).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Camporeale, E., Sorriso-Valvo, L., Califano, F. & Retinò, A. Coherent structures and spectral energy transfer in turbulent plasma: a space-filter approach. Phys. Rev. Lett. 120, 125101 (2018).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Alink, A., Krugliak, A., Walther, A. & Kriegeskorte, N. fMRI orientation decoding in V1 does not require global maps or globally coherent orientation stimuli. Front. Psychol. 4, 493 (2013).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Chen, Y. et al. The individuality of shape asymmetries of the human cerebral cortex. eLife 11, e75056 (2022).

    Article 
    PubMed 
    PubMed Central 

    Google Scholar
     

  • Batschelet, E. Circular Statistics in Biology (Academic Press, 1981).

  • Mcwilliams, J. C. The vortices of two-dimensional turbulence. J. Fluid Mech. 219, 361–385 (1990).

    Article 

    Google Scholar
     

  • Prichard, D. & Theiler, J. Generating surrogate data for time series with several simultaneously measured variables. Phys. Rev. Lett. 73, 951–954 (1994).

    Article 
    CAS 
    PubMed 

    Google Scholar
     

  • Liégeois, R., Yeo, B. T. T. & Van De Ville, D. Interpreting null models of resting-state functional MRI dynamics: not throwing the model out with the hypothesis. NeuroImage 243, 118518 (2021).

    Article 
    PubMed 

    Google Scholar
     

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    1/ https://Google.com/

    2/ https://www.nature.com/articles/s41562-023-01626-5

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